from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.886 | 0.058 | 0.0 | 0.018 | -1 | 1 | 0.663 | 1.915 | 0.046 | 9.338 | 0.227 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.886 | 0.058 | 0.0 | 0.018 | -1 | 1 | 0.663 | 0.024 | 0.002 | 736.749 | 61.674 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.325 | 0.010 | 0.0 | 0.325 | -1 | 1 | 1.000 | 1.915 | 0.046 | 0.170 | 0.007 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.325 | 0.010 | 0.0 | 0.325 | -1 | 1 | 1.000 | 0.024 | 0.002 | 13.391 | 1.198 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.711 | 0.207 | 0.0 | 0.019 | -1 | 5 | 0.757 | 2.804 | 0.063 | 6.673 | 0.167 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.711 | 0.207 | 0.0 | 0.019 | -1 | 5 | 0.757 | 0.024 | 0.003 | 766.226 | 81.001 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.316 | 0.018 | 0.0 | 0.316 | -1 | 5 | 1.000 | 2.804 | 0.063 | 0.113 | 0.007 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.316 | 0.018 | 0.0 | 0.316 | -1 | 5 | 1.000 | 0.024 | 0.003 | 12.928 | 1.548 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.650 | 0.193 | 0.0 | 0.018 | 1 | 100 | 0.882 | 2.119 | 0.060 | 8.329 | 0.254 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.650 | 0.193 | 0.0 | 0.018 | 1 | 100 | 0.882 | 0.022 | 0.001 | 814.291 | 25.322 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.318 | 0.015 | 0.0 | 0.318 | 1 | 100 | 1.000 | 2.119 | 0.060 | 0.150 | 0.008 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.318 | 0.015 | 0.0 | 0.318 | 1 | 100 | 1.000 | 0.022 | 0.001 | 14.659 | 0.818 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.033 | 0.137 | 0.0 | 0.018 | -1 | 100 | 0.882 | 2.832 | 0.034 | 6.367 | 0.091 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.033 | 0.137 | 0.0 | 0.018 | -1 | 100 | 0.882 | 0.026 | 0.003 | 703.529 | 88.464 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.329 | 0.012 | 0.0 | 0.329 | -1 | 100 | 1.000 | 2.832 | 0.034 | 0.116 | 0.004 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.329 | 0.012 | 0.0 | 0.329 | -1 | 100 | 1.000 | 0.026 | 0.003 | 12.827 | 1.673 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.589 | 0.192 | 0.0 | 0.018 | 1 | 5 | 0.757 | 2.094 | 0.043 | 8.401 | 0.196 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.589 | 0.192 | 0.0 | 0.018 | 1 | 5 | 0.757 | 0.021 | 0.000 | 826.639 | 19.982 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.301 | 0.012 | 0.0 | 0.301 | 1 | 5 | 1.000 | 2.094 | 0.043 | 0.144 | 0.007 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.301 | 0.012 | 0.0 | 0.301 | 1 | 5 | 1.000 | 0.021 | 0.000 | 14.147 | 0.653 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.946 | 0.026 | 0.0 | 0.018 | 1 | 1 | 0.663 | 1.186 | 0.024 | 15.136 | 0.309 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.946 | 0.026 | 0.0 | 0.018 | 1 | 1 | 0.663 | 0.020 | 0.000 | 902.598 | 21.534 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.305 | 0.009 | 0.0 | 0.305 | 1 | 1 | 1.000 | 1.186 | 0.024 | 0.258 | 0.009 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.305 | 0.009 | 0.0 | 0.305 | 1 | 1 | 1.000 | 0.020 | 0.000 | 15.362 | 0.585 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.836 | 0.051 | 0.0 | 0.004 | -1 | 1 | 0.896 | 1.724 | 0.034 | 2.225 | 0.053 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.836 | 0.051 | 0.0 | 0.004 | -1 | 1 | 0.896 | 0.008 | 0.003 | 457.363 | 170.891 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.267 | 0.010 | 0.0 | 0.267 | -1 | 1 | 1.000 | 1.724 | 0.034 | 0.155 | 0.006 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.267 | 0.010 | 0.0 | 0.267 | -1 | 1 | 1.000 | 0.008 | 0.003 | 31.839 | 11.944 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.769 | 0.110 | 0.0 | 0.004 | -1 | 5 | 0.922 | 2.731 | 0.075 | 1.380 | 0.055 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.769 | 0.110 | 0.0 | 0.004 | -1 | 5 | 0.922 | 0.009 | 0.003 | 405.781 | 115.866 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.253 | 0.005 | 0.0 | 0.253 | -1 | 5 | 1.000 | 2.731 | 0.075 | 0.093 | 0.003 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.253 | 0.005 | 0.0 | 0.253 | -1 | 5 | 1.000 | 0.009 | 0.003 | 27.209 | 7.751 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.800 | 0.095 | 0.0 | 0.004 | 1 | 100 | 0.929 | 2.009 | 0.037 | 1.891 | 0.059 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.800 | 0.095 | 0.0 | 0.004 | 1 | 100 | 0.929 | 0.003 | 0.000 | 1182.809 | 144.220 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.248 | 0.011 | 0.0 | 0.248 | 1 | 100 | 1.000 | 2.009 | 0.037 | 0.124 | 0.006 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.248 | 0.011 | 0.0 | 0.248 | 1 | 100 | 1.000 | 0.003 | 0.000 | 77.245 | 9.831 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.885 | 0.093 | 0.0 | 0.004 | -1 | 100 | 0.929 | 2.681 | 0.065 | 1.449 | 0.049 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.885 | 0.093 | 0.0 | 0.004 | -1 | 100 | 0.929 | 0.010 | 0.003 | 407.092 | 117.140 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.244 | 0.009 | 0.0 | 0.244 | -1 | 100 | 1.000 | 2.681 | 0.065 | 0.091 | 0.004 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.244 | 0.009 | 0.0 | 0.244 | -1 | 100 | 1.000 | 0.010 | 0.003 | 25.594 | 7.405 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.716 | 0.108 | 0.0 | 0.004 | 1 | 5 | 0.922 | 1.971 | 0.042 | 1.885 | 0.068 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.716 | 0.108 | 0.0 | 0.004 | 1 | 5 | 0.922 | 0.003 | 0.001 | 1153.929 | 189.006 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.246 | 0.010 | 0.0 | 0.246 | 1 | 5 | 1.000 | 1.971 | 0.042 | 0.125 | 0.006 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.246 | 0.010 | 0.0 | 0.246 | 1 | 5 | 1.000 | 0.003 | 0.001 | 76.515 | 12.741 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.844 | 0.100 | 0.0 | 0.004 | 1 | 1 | 0.896 | 1.055 | 0.016 | 3.643 | 0.109 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.844 | 0.100 | 0.0 | 0.004 | 1 | 1 | 0.896 | 0.002 | 0.000 | 2101.284 | 332.122 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.247 | 0.016 | 0.0 | 0.247 | 1 | 1 | 1.000 | 1.055 | 0.016 | 0.234 | 0.015 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.247 | 0.016 | 0.0 | 0.247 | 1 | 1 | 1.000 | 0.002 | 0.000 | 134.831 | 22.707 | See | See |
KNeighborsClassifier_kd_tree¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 129.649 | 0.000 | 0.0 | 0.130 | -1 | 1 | 0.929 | 0.532 | 0.053 | 243.869 | 24.416 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 129.649 | 0.000 | 0.0 | 0.130 | -1 | 1 | 0.929 | 0.004 | 0.002 | 31425.284 | 16377.294 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.706 | 0.184 | 0.0 | 2.706 | -1 | 1 | 1.000 | 0.532 | 0.053 | 5.090 | 0.616 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.706 | 0.184 | 0.0 | 2.706 | -1 | 1 | 1.000 | 0.004 | 0.002 | 655.851 | 344.693 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 130.282 | 0.000 | 0.0 | 0.130 | -1 | 5 | 0.946 | 0.908 | 0.026 | 143.503 | 4.058 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 130.282 | 0.000 | 0.0 | 0.130 | -1 | 5 | 0.946 | 0.004 | 0.001 | 33929.399 | 6346.377 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.804 | 0.110 | 0.0 | 2.804 | -1 | 5 | 1.000 | 0.908 | 0.026 | 3.089 | 0.150 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.804 | 0.110 | 0.0 | 2.804 | -1 | 5 | 1.000 | 0.004 | 0.001 | 730.300 | 139.593 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 133.110 | 0.000 | 0.0 | 0.133 | 1 | 100 | 0.951 | 5.269 | 0.155 | 25.262 | 0.744 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 133.110 | 0.000 | 0.0 | 0.133 | 1 | 100 | 0.951 | 0.003 | 0.001 | 39048.810 | 10697.238 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.658 | 0.087 | 0.0 | 2.658 | 1 | 100 | 1.000 | 5.269 | 0.155 | 0.504 | 0.022 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.658 | 0.087 | 0.0 | 2.658 | 1 | 100 | 1.000 | 0.003 | 0.001 | 779.604 | 215.091 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 131.252 | 0.000 | 0.0 | 0.131 | -1 | 100 | 0.951 | 2.837 | 0.055 | 46.268 | 0.905 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 131.252 | 0.000 | 0.0 | 0.131 | -1 | 100 | 0.951 | 0.005 | 0.002 | 24923.098 | 7891.429 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.692 | 0.137 | 0.0 | 2.692 | -1 | 100 | 1.000 | 2.837 | 0.055 | 0.949 | 0.052 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.692 | 0.137 | 0.0 | 2.692 | -1 | 100 | 1.000 | 0.005 | 0.002 | 511.223 | 163.945 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 136.236 | 0.000 | 0.0 | 0.136 | 1 | 5 | 0.946 | 1.536 | 0.031 | 88.724 | 1.785 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 136.236 | 0.000 | 0.0 | 0.136 | 1 | 5 | 0.946 | 0.002 | 0.000 | 81119.531 | 19171.322 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.847 | 0.157 | 0.0 | 2.847 | 1 | 5 | 1.000 | 1.536 | 0.031 | 1.854 | 0.109 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.847 | 0.157 | 0.0 | 2.847 | 1 | 5 | 1.000 | 0.002 | 0.000 | 1695.365 | 411.367 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 133.334 | 0.000 | 0.0 | 0.133 | 1 | 1 | 0.929 | 0.817 | 0.015 | 163.291 | 3.093 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 133.334 | 0.000 | 0.0 | 0.133 | 1 | 1 | 0.929 | 0.001 | 0.000 | 126930.413 | 44266.379 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.769 | 0.094 | 0.0 | 2.769 | 1 | 1 | 1.000 | 0.817 | 0.015 | 3.391 | 0.132 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.769 | 0.094 | 0.0 | 2.769 | 1 | 1 | 1.000 | 0.001 | 0.000 | 2635.827 | 923.590 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.004 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.025 | 0.002 | 1.657 | 0.205 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.004 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.002 | 0.001 | 16.749 | 4.082 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.001 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.025 | 0.002 | 0.215 | 0.025 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.001 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.002 | 0.001 | 2.171 | 0.522 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.040 | 0.003 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.023 | 0.002 | 1.744 | 0.185 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.040 | 0.003 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.002 | 0.001 | 15.869 | 4.319 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.023 | 0.002 | 0.228 | 0.025 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.002 | 0.001 | 2.072 | 0.567 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.058 | 0.002 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.036 | 0.002 | 1.606 | 0.111 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.058 | 0.002 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.001 | 0.000 | 85.837 | 30.876 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.036 | 0.002 | 0.134 | 0.014 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.001 | 0.000 | 7.183 | 2.640 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.060 | 0.003 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.037 | 0.006 | 1.628 | 0.289 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.060 | 0.003 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.003 | 0.001 | 23.067 | 5.374 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.001 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.037 | 0.006 | 0.148 | 0.030 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.001 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.003 | 0.001 | 2.095 | 0.525 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.002 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.021 | 0.001 | 1.808 | 0.149 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.002 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.001 | 0.000 | 60.149 | 17.532 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.021 | 0.001 | 0.243 | 0.023 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.001 | 0.000 | 8.098 | 2.392 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.039 | 0.003 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.020 | 0.001 | 1.952 | 0.159 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.039 | 0.003 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.001 | 0.000 | 56.012 | 19.319 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.020 | 0.001 | 0.246 | 0.022 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.001 | 0.000 | 7.065 | 2.450 | See | See |
HistGradientBoostingClassifier_best¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | n_iter | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 0.473 | 0.038 | 300 | 0.002 | 0.000 | 0.824 | 0.120 | 0.008 | 3.929 | 0.407 | See | See |
| 1 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 0.473 | 0.038 | 300 | 0.002 | 0.000 | 0.824 | 0.017 | 0.001 | 27.043 | 2.469 | See | See |
| 2 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 0.373 | 0.010 | 300 | 0.000 | 0.373 | 1.000 | 0.120 | 0.008 | 3.097 | 0.216 | See | See |
| 3 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 0.373 | 0.010 | 300 | 0.000 | 0.373 | 1.000 | 0.017 | 0.001 | 21.317 | 1.063 | See | See |